{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "线性回归输出是一个连续值，因此适用于回归问题。回归问题在实际中很常见，如预测房屋价格、气温、销售额等连续值的问题。与回归问题不同，分类问题中模型的最终输出是一个离散值。我们所说的图像分类、垃圾邮件识别、疾病检测等输出为离散值的问题都属于分类问题的范畴。softmax回归则适用于分类问题。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 矢量计算表达式\n",
    "import torch\n",
    "from time import time\n",
    "\n",
    "a = torch.ones(1000)\n",
    "b = torch.ones(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.06684613227844238\n"
     ]
    }
   ],
   "source": [
    "# 向量相加的一种方法是，将这两个向量按元素逐一做标量加法\n",
    "start = time()\n",
    "c = torch.zeros(1000)\n",
    "for i in range(1000):\n",
    "    c[i] = a[i] + b[i]\n",
    "print(time()-start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    }
   ],
   "source": [
    "# 向量相加的另一种方法是，将这两个向量直接做矢量加法\n",
    "start = time()\n",
    "d = a + b\n",
    "print(time()-start) # 结果很明显，后者比前者更省时\n",
    "# 应该尽可能采用矢量计算，以提升计算效率"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab_3.6",
   "language": "python",
   "name": "yczlab_python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
